Explanation Evaluation on MAMS (test)
23.92Sag (K=10)TracIn++
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| TracIn++Faithful to θ?=true, Hessian-free?=true, Interpretable explanations?=High2021.06 | 23.92 | 21.32 | 78.03 | 75.02 | 16.05 | 18.14 | |
| TracIn+Faithful to θ?=true, Hessian-free?=true, Interpretable explanations?=true2021.06 | 22.65 | 19.54 | 8.6 | 6.27 | 11.89 | 5.64 | |
| IF++Faithful to θ?=true, Hessian-free?=false, Interpretable explanations?=High2021.06 | 21.74 | 19.83 | 65.41 | 62.52 | 3.55 | 18.14 | |
| IF+Faithful to θ?=true, Hessian-free?=false, Interpretable explanations?=true2021.06 | 17.17 | 15.1 | 25.66 | 25.66 | 5.64 | 1.47 | |
| TracInFFaithful to θ?=false, Hessian-free?=true, Interpretable explanations?=false2021.06 | 15.89 | 15.97 | 38.2 | 43.19 | 9.8 | 22.3 | |
| IFFaithful to θ?=true, Hessian-free?=false, Interpretable explanations?=false2021.06 | 14.22 | 14.65 | 21.63 | 26.07 | 9.8 | 28.55 |